diff --git a/docs/sphinx/source/contributing.rst b/docs/sphinx/source/contributing.rst
index d60d4fcaeb..bbd7b8e474 100644
--- a/docs/sphinx/source/contributing.rst
+++ b/docs/sphinx/source/contributing.rst
@@ -29,7 +29,7 @@ pvlib-python, git, or Python:
   `easy <https://github.com/pvlib/pvlib-python/labels/easy>`_,
   or `help wanted <https://github.com/pvlib/pvlib-python/labels/help%20wanted>`_.
 * Improve the documentation and the unit tests.
-* Improve the IPython/Jupyter Notebook tutorials or write new ones that
+* Improve the Example Gallery or add new examples that
   demonstrate how to use pvlib-python in your area of expertise.
 * If you have MATLAB experience, you can help us keep pvlib-python
   up to date with PVLIB_MATLAB or help us develop common unit tests.
diff --git a/docs/sphinx/source/index.rst b/docs/sphinx/source/index.rst
index e91387c788..622b266dbe 100644
--- a/docs/sphinx/source/index.rst
+++ b/docs/sphinx/source/index.rst
@@ -10,14 +10,13 @@ energy systems and accomplishing related tasks.
 The core mission of pvlib python is to provide open,
 reliable, interoperable, and benchmark implementations of PV system models.
 
-The source code for pvlib python is hosted on `github
+The source code for pvlib python is hosted on `GitHub
 <https://github.com/pvlib/pvlib-python>`_.
 Please see the :ref:`installation` page for installation help.
 
 For examples of how to use pvlib python, please see
-:ref:`package_overview` and our `Jupyter Notebook tutorials
-<http://nbviewer.org/github/pvlib/pvlib-python/tree/main/docs/
-tutorials/>`_. The documentation assumes general familiarity with
+:ref:`package_overview` and the :ref:`example_gallery`.
+The documentation assumes general familiarity with
 Python, NumPy, and Pandas. Google searches will yield many
 excellent tutorials for these packages.
 
diff --git a/docs/sphinx/source/user_guide/installation.rst b/docs/sphinx/source/user_guide/installation.rst
index 219a4b3bf5..aa766bf47e 100644
--- a/docs/sphinx/source/user_guide/installation.rst
+++ b/docs/sphinx/source/user_guide/installation.rst
@@ -83,15 +83,10 @@ for a password then you're probably trying to install pvlib into your
 system's Python distribution. This is usually a bad idea and you should
 follow the :ref:`nopython` instructions before installing pvlib.
 
-You may still want to download the Python source code so that you can
-easily get all of the Jupyter Notebook tutorials. Either clone the `git
+You may still want to download the Python source code. Either clone the `git
 repository <https://github.com/pvlib/pvlib-python>`_ or go to the
 `Releases page <https://github.com/pvlib/pvlib-python/releases>`_ to
-download the zip file of the most recent release. You can also use the
-nbviewer website to choose a tutorial to experiment with. Go to our
-`nbviewer tutorial page
-<http://nbviewer.jupyter.org/github/pvlib/pvlib-python/tree/main/docs/
-tutorials/>`_.
+download the zip file of the most recent release.
 
 
 .. _editablelibrary:
@@ -220,7 +215,7 @@ pvlib-python is compatible with Python 3.
 
 pvlib-python requires Pandas, Numpy, and SciPy. The minimum version requirements
 are specified in
-`setup.py <https://github.com/pvlib/pvlib-python/blob/main/setup.py>`_.
+`pyproject.toml <https://github.com/pvlib/pvlib-python/blob/main/pyproject.toml>`_.
 They are typically releases from several years ago.
 
 A handful of pvlib-python features require additional packages that must